Dataset statistics
| Number of variables | 19 |
|---|---|
| Number of observations | 420768 |
| Missing cells | 3724 |
| Missing cells (%) | < 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 61.0 MiB |
| Average record size in memory | 152.0 B |
Variable types
| Numeric | 16 |
|---|---|
| Categorical | 3 |
df_index is highly correlated with No and 1 other fields | High correlation |
No is highly correlated with df_index and 1 other fields | High correlation |
year is highly correlated with df_index and 1 other fields | High correlation |
RAIN is highly skewed (γ1 = 30.04363268) | Skewed |
df_index is uniformly distributed | Uniform |
No is uniformly distributed | Uniform |
station is uniformly distributed | Uniform |
hour has 17532 (4.2%) zeros | Zeros |
RAIN has 403858 (96.0%) zeros | Zeros |
WSPM has 11118 (2.6%) zeros | Zeros |
Reproduction
| Analysis started | 2021-01-09 14:36:55.250010 |
|---|---|
| Analysis finished | 2021-01-09 14:38:28.424790 |
| Duration | 1 minute and 33.17 seconds |
| Software version | pandas-profiling v2.10.0 |
| Download configuration | config.yaml |
| Distinct | 35064 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17531.5 |
|---|---|
| Minimum | 0 |
| Maximum | 35063 |
| Zeros | 12 |
| Zeros (%) | < 0.1% |
| Memory size | 3.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1753 |
| Q1 | 8765.75 |
| median | 17531.5 |
| Q3 | 26297.25 |
| 95-th percentile | 33310 |
| Maximum | 35063 |
| Range | 35063 |
| Interquartile range (IQR) | 17531.5 |
Descriptive statistics
| Standard deviation | 10122.11694 |
|---|---|
| Coefficient of variation (CV) | 0.5773674211 |
| Kurtosis | -1.200000002 |
| Mean | 17531.5 |
| Median Absolute Deviation (MAD) | 8766 |
| Skewness | 0 |
| Sum | 7376694192 |
| Variance | 102457251.4 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 12 | < 0.1% |
| 17826 | 12 | < 0.1% |
| 15533 | 12 | < 0.1% |
| 9390 | 12 | < 0.1% |
| 11439 | 12 | < 0.1% |
| 33978 | 12 | < 0.1% |
| 21920 | 12 | < 0.1% |
| 23969 | 12 | < 0.1% |
| 19875 | 12 | < 0.1% |
| 4011 | 12 | < 0.1% |
| Other values (35054) | 420648 |
| Value | Count | Frequency (%) |
| 0 | 12 | |
| 1 | 12 | |
| 2 | 12 | |
| 3 | 12 | |
| 4 | 12 |
| Value | Count | Frequency (%) |
| 35063 | 12 | |
| 35062 | 12 | |
| 35061 | 12 | |
| 35060 | 12 | |
| 35059 | 12 |
| Distinct | 35064 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17532.5 |
|---|---|
| Minimum | 1 |
| Maximum | 35064 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.2 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1754 |
| Q1 | 8766.75 |
| median | 17532.5 |
| Q3 | 26298.25 |
| 95-th percentile | 33311 |
| Maximum | 35064 |
| Range | 35063 |
| Interquartile range (IQR) | 17531.5 |
Descriptive statistics
| Standard deviation | 10122.11694 |
|---|---|
| Coefficient of variation (CV) | 0.5773344899 |
| Kurtosis | -1.200000002 |
| Mean | 17532.5 |
| Median Absolute Deviation (MAD) | 8766 |
| Skewness | 0 |
| Sum | 7377114960 |
| Variance | 102457251.4 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 2049 | 12 | < 0.1% |
| 19875 | 12 | < 0.1% |
| 9390 | 12 | < 0.1% |
| 11439 | 12 | < 0.1% |
| 33978 | 12 | < 0.1% |
| 21920 | 12 | < 0.1% |
| 23969 | 12 | < 0.1% |
| 17826 | 12 | < 0.1% |
| 30116 | 12 | < 0.1% |
| 14252 | 12 | < 0.1% |
| Other values (35054) | 420648 |
| Value | Count | Frequency (%) |
| 1 | 12 | |
| 2 | 12 | |
| 3 | 12 | |
| 4 | 12 | |
| 5 | 12 |
| Value | Count | Frequency (%) |
| 35064 | 12 | |
| 35063 | 12 | |
| 35062 | 12 | |
| 35061 | 12 | |
| 35060 | 12 |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.2 MiB |
| 2016 | |
|---|---|
| 2014 | |
| 2015 | |
| 2013 | |
| 2017 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 1683072 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2013 |
|---|---|
| 2nd row | 2013 |
| 3rd row | 2013 |
| 4th row | 2013 |
| 5th row | 2013 |
| Value | Count | Frequency (%) |
| 2016 | 105408 | |
| 2014 | 105120 | |
| 2015 | 105120 | |
| 2013 | 88128 | |
| 2017 | 16992 | 4.0% |
| Value | Count | Frequency (%) |
| 2016 | 105408 | |
| 2014 | 105120 | |
| 2015 | 105120 | |
| 2013 | 88128 | |
| 2017 | 16992 | 4.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 420768 | |
| 0 | 420768 | |
| 1 | 420768 | |
| 6 | 105408 | 6.3% |
| 4 | 105120 | 6.2% |
| 5 | 105120 | 6.2% |
| 3 | 88128 | 5.2% |
| 7 | 16992 | 1.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1683072 |
Most frequent character per category
| Value | Count | Frequency (%) |
| 2 | 420768 | |
| 0 | 420768 | |
| 1 | 420768 | |
| 6 | 105408 | 6.3% |
| 4 | 105120 | 6.2% |
| 5 | 105120 | 6.2% |
| 3 | 88128 | 5.2% |
| 7 | 16992 | 1.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1683072 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 2 | 420768 | |
| 0 | 420768 | |
| 1 | 420768 | |
| 6 | 105408 | 6.3% |
| 4 | 105120 | 6.2% |
| 5 | 105120 | 6.2% |
| 3 | 88128 | 5.2% |
| 7 | 16992 | 1.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1683072 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 2 | 420768 | |
| 0 | 420768 | |
| 1 | 420768 | |
| 6 | 105408 | 6.3% |
| 4 | 105120 | 6.2% |
| 5 | 105120 | 6.2% |
| 3 | 88128 | 5.2% |
| 7 | 16992 | 1.0% |
month
Real number (ℝ≥0)
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.5229295 |
|---|---|
| Minimum | 1 |
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.2 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 7 |
| Q3 | 10 |
| 95-th percentile | 12 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.44870728 |
|---|---|
| Coefficient of variation (CV) | 0.5287052818 |
| Kurtosis | -1.208056663 |
| Mean | 6.5229295 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.009293857222 |
| Sum | 2744640 |
| Variance | 11.8935819 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 35712 | |
| 3 | 35712 | |
| 5 | 35712 | |
| 7 | 35712 | |
| 8 | 35712 | |
| 10 | 35712 | |
| 12 | 35712 | |
| 4 | 34560 | |
| 6 | 34560 | |
| 9 | 34560 | |
| Other values (2) | 67104 |
| Value | Count | Frequency (%) |
| 1 | 35712 | |
| 2 | 32544 | |
| 3 | 35712 | |
| 4 | 34560 | |
| 5 | 35712 |
| Value | Count | Frequency (%) |
| 12 | 35712 | |
| 11 | 34560 | |
| 10 | 35712 | |
| 9 | 34560 | |
| 8 | 35712 |
day
Real number (ℝ≥0)
| Distinct | 31 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.72963723 |
|---|---|
| Minimum | 1 |
| Maximum | 31 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.2 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 8 |
| median | 16 |
| Q3 | 23 |
| 95-th percentile | 29 |
| Maximum | 31 |
| Range | 30 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 8.800102498 |
|---|---|
| Coefficient of variation (CV) | 0.5594599778 |
| Kurtosis | -1.194030263 |
| Mean | 15.72963723 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 0.006759540549 |
| Sum | 6618528 |
| Variance | 77.44180397 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 13824 | 3.3% |
| 2 | 13824 | 3.3% |
| 28 | 13824 | 3.3% |
| 27 | 13824 | 3.3% |
| 26 | 13824 | 3.3% |
| 25 | 13824 | 3.3% |
| 24 | 13824 | 3.3% |
| 23 | 13824 | 3.3% |
| 22 | 13824 | 3.3% |
| 21 | 13824 | 3.3% |
| Other values (21) | 282528 |
| Value | Count | Frequency (%) |
| 1 | 13824 | |
| 2 | 13824 | |
| 3 | 13824 | |
| 4 | 13824 | |
| 5 | 13824 |
| Value | Count | Frequency (%) |
| 31 | 8064 | |
| 30 | 12672 | |
| 29 | 12960 | |
| 28 | 13824 | |
| 27 | 13824 |
| Distinct | 24 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.5 |
|---|---|
| Minimum | 0 |
| Maximum | 23 |
| Zeros | 17532 |
| Zeros (%) | 4.2% |
| Memory size | 3.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 5.75 |
| median | 11.5 |
| Q3 | 17.25 |
| 95-th percentile | 22 |
| Maximum | 23 |
| Range | 23 |
| Interquartile range (IQR) | 11.5 |
Descriptive statistics
| Standard deviation | 6.922194778 |
|---|---|
| Coefficient of variation (CV) | 0.6019299807 |
| Kurtosis | -1.204173963 |
| Mean | 11.5 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0 |
| Sum | 4838832 |
| Variance | 47.91678055 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 17532 | 4.2% |
| 1 | 17532 | 4.2% |
| 22 | 17532 | 4.2% |
| 21 | 17532 | 4.2% |
| 20 | 17532 | 4.2% |
| 19 | 17532 | 4.2% |
| 18 | 17532 | 4.2% |
| 17 | 17532 | 4.2% |
| 16 | 17532 | 4.2% |
| 15 | 17532 | 4.2% |
| Other values (14) | 245448 |
| Value | Count | Frequency (%) |
| 0 | 17532 | |
| 1 | 17532 | |
| 2 | 17532 | |
| 3 | 17532 | |
| 4 | 17532 |
| Value | Count | Frequency (%) |
| 23 | 17532 | |
| 22 | 17532 | |
| 21 | 17532 | |
| 20 | 17532 | |
| 19 | 17532 |
PM2.5
Real number (ℝ≥0)
| Distinct | 888 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 79.27848933 |
|---|---|
| Minimum | 2 |
| Maximum | 999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.2 MiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 21 |
| median | 55 |
| Q3 | 109 |
| 95-th percentile | 240 |
| Maximum | 999 |
| Range | 997 |
| Interquartile range (IQR) | 88 |
Descriptive statistics
| Standard deviation | 80.05679864 |
|---|---|
| Coefficient of variation (CV) | 1.009817408 |
| Kurtosis | 6.17192489 |
| Mean | 79.27848933 |
| Median Absolute Deviation (MAD) | 39 |
| Skewness | 2.047948852 |
| Sum | 33357851.4 |
| Variance | 6409.091009 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 55 | 11218 | 2.7% |
| 3 | 8810 | 2.1% |
| 10 | 7088 | 1.7% |
| 9 | 6886 | 1.6% |
| 8 | 6836 | 1.6% |
| 11 | 6831 | 1.6% |
| 12 | 6731 | 1.6% |
| 7 | 6183 | 1.5% |
| 13 | 6178 | 1.5% |
| 14 | 6076 | 1.4% |
| Other values (878) | 347931 |
| Value | Count | Frequency (%) |
| 2 | 17 | < 0.1% |
| 3 | 8810 | |
| 4 | 3476 | 0.8% |
| 4.3 | 2 | < 0.1% |
| 4.4 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 999 | 1 | |
| 957 | 1 | |
| 941 | 1 | |
| 898 | 1 | |
| 882 | 1 |
PM10
Real number (ℝ≥0)
| Distinct | 1084 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 104.2561932 |
|---|---|
| Minimum | 2 |
| Maximum | 999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.2 MiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 10 |
| Q1 | 36 |
| median | 82 |
| Q3 | 144 |
| 95-th percentile | 278 |
| Maximum | 999 |
| Range | 997 |
| Interquartile range (IQR) | 108 |
Descriptive statistics
| Standard deviation | 91.10874488 |
|---|---|
| Coefficient of variation (CV) | 0.8738928795 |
| Kurtosis | 6.340266838 |
| Mean | 104.2561932 |
| Median Absolute Deviation (MAD) | 51 |
| Skewness | 1.908980906 |
| Sum | 43867669.9 |
| Variance | 8300.803394 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 82 | 8440 | 2.0% |
| 6 | 4945 | 1.2% |
| 18 | 3748 | 0.9% |
| 5 | 3731 | 0.9% |
| 14 | 3725 | 0.9% |
| 16 | 3616 | 0.9% |
| 17 | 3607 | 0.9% |
| 13 | 3576 | 0.8% |
| 20 | 3555 | 0.8% |
| 15 | 3468 | 0.8% |
| Other values (1074) | 378357 |
| Value | Count | Frequency (%) |
| 2 | 103 | < 0.1% |
| 3 | 726 | 0.2% |
| 4 | 270 | 0.1% |
| 5 | 3731 | |
| 5.4 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 999 | 3 | |
| 995 | 1 | < 0.1% |
| 994 | 1 | < 0.1% |
| 993 | 1 | < 0.1% |
| 992 | 1 | < 0.1% |
SO2
Real number (ℝ≥0)
| Distinct | 691 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.64150718 |
|---|---|
| Minimum | 0.2856 |
| Maximum | 500 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.2 MiB |
Quantile statistics
| Minimum | 0.2856 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 7 |
| Q3 | 19 |
| 95-th percentile | 60 |
| Maximum | 500 |
| Range | 499.7144 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 21.45541881 |
|---|---|
| Coefficient of variation (CV) | 1.37169766 |
| Kurtosis | 14.54762913 |
| Mean | 15.64150718 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 3.051065785 |
| Sum | 6581445.695 |
| Variance | 460.3349961 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 98557 | |
| 3 | 32784 | 7.8% |
| 7 | 23410 | 5.6% |
| 4 | 21716 | 5.2% |
| 5 | 17964 | 4.3% |
| 6 | 16567 | 3.9% |
| 8 | 13348 | 3.2% |
| 9 | 11559 | 2.7% |
| 10 | 10651 | 2.5% |
| 11 | 9362 | 2.2% |
| Other values (681) | 164850 |
| Value | Count | Frequency (%) |
| 0.2856 | 89 | < 0.1% |
| 0.5712 | 70 | < 0.1% |
| 0.8568 | 72 | < 0.1% |
| 1 | 3258 | |
| 1.1424 | 84 | < 0.1% |
| Value | Count | Frequency (%) |
| 500 | 3 | |
| 411 | 1 | < 0.1% |
| 341 | 1 | < 0.1% |
| 315 | 1 | < 0.1% |
| 314 | 1 | < 0.1% |
NO2
Real number (ℝ≥0)
| Distinct | 1213 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 50.63858559 |
|---|---|
| Minimum | 1.0265 |
| Maximum | 290 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.2 MiB |
Quantile statistics
| Minimum | 1.0265 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 24 |
| median | 45 |
| Q3 | 70 |
| 95-th percentile | 117 |
| Maximum | 290 |
| Range | 288.9735 |
| Interquartile range (IQR) | 46 |
Descriptive statistics
| Standard deviation | 34.61846291 |
|---|---|
| Coefficient of variation (CV) | 0.6836380302 |
| Kurtosis | 1.328475761 |
| Mean | 50.63858559 |
| Median Absolute Deviation (MAD) | 23 |
| Skewness | 1.065507904 |
| Sum | 21307096.38 |
| Variance | 1198.437974 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 50.63858559 | 12116 | 2.9% |
| 16 | 5799 | 1.4% |
| 22 | 5755 | 1.4% |
| 20 | 5718 | 1.4% |
| 17 | 5690 | 1.4% |
| 18 | 5676 | 1.3% |
| 21 | 5608 | 1.3% |
| 26 | 5601 | 1.3% |
| 14 | 5595 | 1.3% |
| 19 | 5576 | 1.3% |
| Other values (1203) | 357634 |
| Value | Count | Frequency (%) |
| 1.0265 | 3 | |
| 1.2318 | 2 | |
| 1.4371 | 2 | |
| 1.6424 | 3 | |
| 1.8477 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 290 | 1 | |
| 285 | 1 | |
| 280 | 1 | |
| 277 | 2 | |
| 276 | 1 |
CO
Real number (ℝ≥0)
| Distinct | 132 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1214.493362 |
|---|---|
| Minimum | 100 |
| Maximum | 10000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.2 MiB |
Quantile statistics
| Minimum | 100 |
|---|---|
| 5-th percentile | 200 |
| Q1 | 500 |
| median | 900 |
| Q3 | 1500 |
| 95-th percentile | 3400 |
| Maximum | 10000 |
| Range | 9900 |
| Interquartile range (IQR) | 1000 |
Descriptive statistics
| Standard deviation | 1133.542988 |
|---|---|
| Coefficient of variation (CV) | 0.9333463839 |
| Kurtosis | 10.00574467 |
| Mean | 1214.493362 |
| Median Absolute Deviation (MAD) | 400 |
| Skewness | 2.661900608 |
| Sum | 511019943 |
| Variance | 1284919.705 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 900 | 41931 | 10.0% |
| 300 | 32308 | 7.7% |
| 400 | 31275 | 7.4% |
| 500 | 29171 | 6.9% |
| 600 | 28035 | 6.7% |
| 700 | 26488 | 6.3% |
| 800 | 23370 | 5.6% |
| 1000 | 19462 | 4.6% |
| 200 | 18434 | 4.4% |
| 1100 | 17414 | 4.1% |
| Other values (122) | 152880 |
| Value | Count | Frequency (%) |
| 100 | 5695 | 1.4% |
| 150 | 1 | < 0.1% |
| 200 | 18434 | |
| 300 | 32308 | |
| 350 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 10000 | 56 | |
| 9900 | 30 | |
| 9800 | 31 | |
| 9700 | 29 | |
| 9600 | 28 |
O3
Real number (ℝ≥0)
| Distinct | 1598 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 56.98187409 |
|---|---|
| Minimum | 0.2142 |
| Maximum | 1071 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.2 MiB |
Quantile statistics
| Minimum | 0.2142 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 12 |
| median | 45 |
| Q3 | 80 |
| 95-th percentile | 175 |
| Maximum | 1071 |
| Range | 1070.7858 |
| Interquartile range (IQR) | 68 |
Descriptive statistics
| Standard deviation | 55.80241254 |
|---|---|
| Coefficient of variation (CV) | 0.9793011099 |
| Kurtosis | 6.584750256 |
| Mean | 56.98187409 |
| Median Absolute Deviation (MAD) | 34 |
| Skewness | 1.703768067 |
| Sum | 23976149.2 |
| Variance | 3113.909245 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 42327 | 10.1% |
| 45 | 16018 | 3.8% |
| 3 | 8720 | 2.1% |
| 4 | 8049 | 1.9% |
| 1 | 6958 | 1.7% |
| 5 | 6462 | 1.5% |
| 6 | 6001 | 1.4% |
| 8 | 4997 | 1.2% |
| 7 | 4949 | 1.2% |
| 9 | 4238 | 1.0% |
| Other values (1588) | 312049 |
| Value | Count | Frequency (%) |
| 0.2142 | 134 | < 0.1% |
| 0.4284 | 119 | < 0.1% |
| 0.6426 | 118 | < 0.1% |
| 0.8568 | 120 | < 0.1% |
| 1 | 6958 |
| Value | Count | Frequency (%) |
| 1071 | 14 | |
| 1050 | 1 | < 0.1% |
| 1026 | 1 | < 0.1% |
| 674 | 1 | < 0.1% |
| 673 | 1 | < 0.1% |
TEMP
Real number (ℝ)
| Distinct | 2034 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 398 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.53897583 |
|---|---|
| Minimum | -19.9 |
| Maximum | 41.6 |
| Zeros | 2739 |
| Zeros (%) | 0.7% |
| Memory size | 3.2 MiB |
Quantile statistics
| Minimum | -19.9 |
|---|---|
| 5-th percentile | -4.2 |
| Q1 | 3.1 |
| median | 14.5 |
| Q3 | 23.3 |
| 95-th percentile | 30.6 |
| Maximum | 41.6 |
| Range | 61.5 |
| Interquartile range (IQR) | 20.2 |
Descriptive statistics
| Standard deviation | 11.43613941 |
|---|---|
| Coefficient of variation (CV) | 0.8446827551 |
| Kurtosis | -1.143301395 |
| Mean | 13.53897583 |
| Median Absolute Deviation (MAD) | 9.8 |
| Skewness | -0.1042674902 |
| Sum | 5691379.271 |
| Variance | 130.7852846 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 3414 | 0.8% |
| 1 | 2903 | 0.7% |
| 0 | 2739 | 0.7% |
| 2 | 2687 | 0.6% |
| -1 | 2562 | 0.6% |
| -2 | 2396 | 0.6% |
| -4 | 1907 | 0.5% |
| 4 | 1830 | 0.4% |
| 5 | 1748 | 0.4% |
| -5 | 1662 | 0.4% |
| Other values (2024) | 396522 |
| Value | Count | Frequency (%) |
| -19.9 | 1 | |
| -19.7 | 1 | |
| -19.5 | 1 | |
| -18.9 | 1 | |
| -18.7 | 1 |
| Value | Count | Frequency (%) |
| 41.6 | 1 | < 0.1% |
| 41.4 | 2 | |
| 41.1 | 3 | |
| 41 | 2 | |
| 40.9 | 1 | < 0.1% |
PRES
Real number (ℝ≥0)
| Distinct | 726 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 393 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1010.746982 |
|---|---|
| Minimum | 982.4 |
| Maximum | 1042.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.2 MiB |
Quantile statistics
| Minimum | 982.4 |
|---|---|
| 5-th percentile | 994.7 |
| Q1 | 1002.3 |
| median | 1010.4 |
| Q3 | 1019 |
| 95-th percentile | 1027.9 |
| Maximum | 1042.8 |
| Range | 60.4 |
| Interquartile range (IQR) | 16.7 |
Descriptive statistics
| Standard deviation | 10.47405475 |
|---|---|
| Coefficient of variation (CV) | 0.01036268714 |
| Kurtosis | -0.8292032059 |
| Mean | 1010.746982 |
| Median Absolute Deviation (MAD) | 8.4 |
| Skewness | 0.1063136066 |
| Sum | 424892762.6 |
| Variance | 109.7058229 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 1019 | 2948 | 0.7% |
| 1021 | 2932 | 0.7% |
| 1018 | 2868 | 0.7% |
| 1020 | 2862 | 0.7% |
| 1023 | 2838 | 0.7% |
| 1022 | 2746 | 0.7% |
| 1017 | 2707 | 0.6% |
| 1016 | 2702 | 0.6% |
| 1015 | 2700 | 0.6% |
| 1024 | 2653 | 0.6% |
| Other values (716) | 392419 |
| Value | Count | Frequency (%) |
| 982.4 | 2 | |
| 982.7 | 2 | |
| 982.8 | 3 | |
| 982.9 | 2 | |
| 983 | 4 |
| Value | Count | Frequency (%) |
| 1042.8 | 2 | < 0.1% |
| 1042.4 | 1 | < 0.1% |
| 1042.3 | 2 | < 0.1% |
| 1042.2 | 1 | < 0.1% |
| 1042 | 11 |
DEWP
Real number (ℝ)
| Distinct | 645 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 403 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.490822024 |
|---|---|
| Minimum | -43.4 |
| Maximum | 29.1 |
| Zeros | 832 |
| Zeros (%) | 0.2% |
| Memory size | 3.2 MiB |
Quantile statistics
| Minimum | -43.4 |
|---|---|
| 5-th percentile | -19.9 |
| Q1 | -8.9 |
| median | 3.1 |
| Q3 | 15.1 |
| 95-th percentile | 22.1 |
| Maximum | 29.1 |
| Range | 72.5 |
| Interquartile range (IQR) | 24 |
Descriptive statistics
| Standard deviation | 13.79384687 |
|---|---|
| Coefficient of variation (CV) | 5.537869322 |
| Kurtosis | -1.132189242 |
| Mean | 2.490822024 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | -0.1877356196 |
| Sum | 1047054.4 |
| Variance | 190.2702115 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 17.6 | 1559 | 0.4% |
| 17 | 1519 | 0.4% |
| 17.2 | 1490 | 0.4% |
| 16.8 | 1483 | 0.4% |
| 17.3 | 1455 | 0.3% |
| 17.1 | 1445 | 0.3% |
| 17.8 | 1440 | 0.3% |
| 16.2 | 1429 | 0.3% |
| 18.2 | 1426 | 0.3% |
| 17.5 | 1409 | 0.3% |
| Other values (635) | 405710 |
| Value | Count | Frequency (%) |
| -43.4 | 1 | < 0.1% |
| -36 | 1 | < 0.1% |
| -35.7 | 1 | < 0.1% |
| -35.5 | 1 | < 0.1% |
| -35.3 | 7 |
| Value | Count | Frequency (%) |
| 29.1 | 2 | < 0.1% |
| 29 | 1 | < 0.1% |
| 28.8 | 10 | |
| 28.7 | 12 | |
| 28.6 | 2 | < 0.1% |
| Distinct | 253 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 390 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.06447578132 |
|---|---|
| Minimum | 0 |
| Maximum | 72.5 |
| Zeros | 403858 |
| Zeros (%) | 96.0% |
| Memory size | 3.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 72.5 |
| Range | 72.5 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.8210041464 |
|---|---|
| Coefficient of variation (CV) | 12.73352768 |
| Kurtosis | 1345.506123 |
| Mean | 0.06447578132 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 30.04363268 |
| Sum | 27104.2 |
| Variance | 0.6740478083 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 403858 | |
| 0.1 | 3722 | 0.9% |
| 0.2 | 1841 | 0.4% |
| 0.3 | 1382 | 0.3% |
| 0.4 | 907 | 0.2% |
| 0.5 | 860 | 0.2% |
| 0.6 | 702 | 0.2% |
| 0.7 | 599 | 0.1% |
| 0.9 | 504 | 0.1% |
| 0.8 | 488 | 0.1% |
| Other values (243) | 5515 | 1.3% |
| Value | Count | Frequency (%) |
| 0 | 403858 | |
| 0.1 | 3722 | 0.9% |
| 0.2 | 1841 | 0.4% |
| 0.3 | 1382 | 0.3% |
| 0.4 | 907 | 0.2% |
| Value | Count | Frequency (%) |
| 72.5 | 3 | |
| 52.1 | 2 | < 0.1% |
| 47.7 | 1 | < 0.1% |
| 46.4 | 6 | |
| 45.9 | 2 | < 0.1% |
wd
Categorical
| Distinct | 16 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1822 |
| Missing (%) | 0.4% |
| Memory size | 3.2 MiB |
| NE | |
|---|---|
| ENE | |
| NW | |
| N | |
| E | |
| Other values (11) |
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2.236314465 |
| Min length | 1 |
Characters and Unicode
| Total characters | 936895 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | NNW |
|---|---|
| 2nd row | N |
| 3rd row | NNW |
| 4th row | NW |
| 5th row | N |
| Value | Count | Frequency (%) |
| NE | 43335 | 10.3% |
| ENE | 34142 | 8.1% |
| NW | 32600 | 7.7% |
| N | 30869 | 7.3% |
| E | 29752 | 7.1% |
| SW | 28756 | 6.8% |
| NNE | 28232 | 6.7% |
| NNW | 25326 | 6.0% |
| WNW | 24375 | 5.8% |
| ESE | 24220 | 5.8% |
| Other values (6) | 117339 |
| Value | Count | Frequency (%) |
| ne | 43335 | 10.3% |
| ene | 34142 | 8.1% |
| nw | 32600 | 7.8% |
| n | 30869 | 7.4% |
| e | 29752 | 7.1% |
| sw | 28756 | 6.9% |
| nne | 28232 | 6.7% |
| nnw | 25326 | 6.0% |
| wnw | 24375 | 5.8% |
| ese | 24220 | 5.8% |
| Other values (6) | 117339 |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 272437 | |
| E | 255811 | |
| W | 215638 | |
| S | 193009 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 936895 |
Most frequent character per category
| Value | Count | Frequency (%) |
| N | 272437 | |
| E | 255811 | |
| W | 215638 | |
| S | 193009 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 936895 |
Most frequent character per script
| Value | Count | Frequency (%) |
| N | 272437 | |
| E | 255811 | |
| W | 215638 | |
| S | 193009 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 936895 |
Most frequent character per block
| Value | Count | Frequency (%) |
| N | 272437 | |
| E | 255811 | |
| W | 215638 | |
| S | 193009 |
| Distinct | 117 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 318 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.729710548 |
|---|---|
| Minimum | 0 |
| Maximum | 13.2 |
| Zeros | 11118 |
| Zeros (%) | 2.6% |
| Memory size | 3.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.3 |
| Q1 | 0.9 |
| median | 1.4 |
| Q3 | 2.2 |
| 95-th percentile | 4.3 |
| Maximum | 13.2 |
| Range | 13.2 |
| Interquartile range (IQR) | 1.3 |
Descriptive statistics
| Standard deviation | 1.246385565 |
|---|---|
| Coefficient of variation (CV) | 0.7205746457 |
| Kurtosis | 3.684467043 |
| Mean | 1.729710548 |
| Median Absolute Deviation (MAD) | 0.6 |
| Skewness | 1.625589782 |
| Sum | 727256.8 |
| Variance | 1.553476978 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.1 | 22249 | 5.3% |
| 1 | 22150 | 5.3% |
| 1.2 | 22141 | 5.3% |
| 0.9 | 20955 | 5.0% |
| 1.3 | 20383 | 4.8% |
| 0.8 | 19110 | 4.5% |
| 1.4 | 18523 | 4.4% |
| 0.7 | 17543 | 4.2% |
| 1.5 | 17019 | 4.0% |
| 1.6 | 15793 | 3.8% |
| Other values (107) | 224584 |
| Value | Count | Frequency (%) |
| 0 | 11118 | |
| 0.1 | 4288 | 1.0% |
| 0.2 | 4529 | |
| 0.3 | 2841 | 0.7% |
| 0.4 | 7328 |
| Value | Count | Frequency (%) |
| 13.2 | 1 | |
| 12.9 | 1 | |
| 12.8 | 1 | |
| 12 | 1 | |
| 11.8 | 1 |
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.2 MiB |
| Aotizhongxin | |
|---|---|
| Shunyi | |
| Gucheng | |
| Wanshouxigong | |
| Wanliu | |
| Other values (7) |
Length
| Max length | 13 |
|---|---|
| Median length | 7.5 |
| Mean length | 8.416666667 |
| Min length | 6 |
Characters and Unicode
| Total characters | 3541464 |
|---|---|
| Distinct characters | 26 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Aotizhongxin |
|---|---|
| 2nd row | Aotizhongxin |
| 3rd row | Aotizhongxin |
| 4th row | Aotizhongxin |
| 5th row | Aotizhongxin |
| Value | Count | Frequency (%) |
| Aotizhongxin | 35064 | |
| Shunyi | 35064 | |
| Gucheng | 35064 | |
| Wanshouxigong | 35064 | |
| Wanliu | 35064 | |
| Dongsi | 35064 | |
| Changping | 35064 | |
| Huairou | 35064 | |
| Dingling | 35064 | |
| Nongzhanguan | 35064 | |
| Other values (2) | 70128 |
| Value | Count | Frequency (%) |
| dongsi | 35064 | |
| gucheng | 35064 | |
| aotizhongxin | 35064 | |
| changping | 35064 | |
| tiantan | 35064 | |
| huairou | 35064 | |
| shunyi | 35064 | |
| guanyuan | 35064 | |
| wanliu | 35064 | |
| dingling | 35064 | |
| Other values (2) | 70128 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 666216 | |
| i | 385704 | |
| g | 385704 | |
| a | 350640 | |
| u | 315576 | |
| o | 245448 | 6.9% |
| h | 210384 | 5.9% |
| t | 70128 | 2.0% |
| z | 70128 | 2.0% |
| x | 70128 | 2.0% |
| Other values (16) | 771408 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 3120696 | |
| Uppercase Letter | 420768 | 11.9% |
Most frequent character per category
| Value | Count | Frequency (%) |
| n | 666216 | |
| i | 385704 | |
| g | 385704 | |
| a | 350640 | |
| u | 315576 | |
| o | 245448 | 7.9% |
| h | 210384 | 6.7% |
| t | 70128 | 2.2% |
| z | 70128 | 2.2% |
| x | 70128 | 2.2% |
| Other values (7) | 350640 |
| Value | Count | Frequency (%) |
| D | 70128 | |
| G | 70128 | |
| W | 70128 | |
| A | 35064 | |
| C | 35064 | |
| H | 35064 | |
| N | 35064 | |
| S | 35064 | |
| T | 35064 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 3541464 |
Most frequent character per script
| Value | Count | Frequency (%) |
| n | 666216 | |
| i | 385704 | |
| g | 385704 | |
| a | 350640 | |
| u | 315576 | |
| o | 245448 | 6.9% |
| h | 210384 | 5.9% |
| t | 70128 | 2.0% |
| z | 70128 | 2.0% |
| x | 70128 | 2.0% |
| Other values (16) | 771408 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3541464 |
Most frequent character per block
| Value | Count | Frequency (%) |
| n | 666216 | |
| i | 385704 | |
| g | 385704 | |
| a | 350640 | |
| u | 315576 | |
| o | 245448 | 6.9% |
| h | 210384 | 5.9% |
| t | 70128 | 2.0% |
| z | 70128 | 2.0% |
| x | 70128 | 2.0% |
| Other values (16) | 771408 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| df_index | No | year | month | day | hour | PM2.5 | PM10 | SO2 | NO2 | CO | O3 | TEMP | PRES | DEWP | RAIN | wd | WSPM | station | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 1 | 2013 | 3 | 1 | 0 | 4.0 | 4.0 | 4.0 | 7.0 | 300.0 | 77.0 | -0.7 | 1023.0 | -18.8 | 0.0 | NNW | 4.4 | Aotizhongxin |
| 1 | 1 | 2 | 2013 | 3 | 1 | 1 | 8.0 | 8.0 | 4.0 | 7.0 | 300.0 | 77.0 | -1.1 | 1023.2 | -18.2 | 0.0 | N | 4.7 | Aotizhongxin |
| 2 | 2 | 3 | 2013 | 3 | 1 | 2 | 7.0 | 7.0 | 5.0 | 10.0 | 300.0 | 73.0 | -1.1 | 1023.5 | -18.2 | 0.0 | NNW | 5.6 | Aotizhongxin |
| 3 | 3 | 4 | 2013 | 3 | 1 | 3 | 6.0 | 6.0 | 11.0 | 11.0 | 300.0 | 72.0 | -1.4 | 1024.5 | -19.4 | 0.0 | NW | 3.1 | Aotizhongxin |
| 4 | 4 | 5 | 2013 | 3 | 1 | 4 | 3.0 | 3.0 | 12.0 | 12.0 | 300.0 | 72.0 | -2.0 | 1025.2 | -19.5 | 0.0 | N | 2.0 | Aotizhongxin |
| 5 | 5 | 6 | 2013 | 3 | 1 | 5 | 5.0 | 5.0 | 18.0 | 18.0 | 400.0 | 66.0 | -2.2 | 1025.6 | -19.6 | 0.0 | N | 3.7 | Aotizhongxin |
| 6 | 6 | 7 | 2013 | 3 | 1 | 6 | 3.0 | 3.0 | 18.0 | 32.0 | 500.0 | 50.0 | -2.6 | 1026.5 | -19.1 | 0.0 | NNE | 2.5 | Aotizhongxin |
| 7 | 7 | 8 | 2013 | 3 | 1 | 7 | 3.0 | 6.0 | 19.0 | 41.0 | 500.0 | 43.0 | -1.6 | 1027.4 | -19.1 | 0.0 | NNW | 3.8 | Aotizhongxin |
| 8 | 8 | 9 | 2013 | 3 | 1 | 8 | 3.0 | 6.0 | 16.0 | 43.0 | 500.0 | 45.0 | 0.1 | 1028.3 | -19.2 | 0.0 | NNW | 4.1 | Aotizhongxin |
| 9 | 9 | 10 | 2013 | 3 | 1 | 9 | 3.0 | 8.0 | 12.0 | 28.0 | 400.0 | 59.0 | 1.2 | 1028.5 | -19.3 | 0.0 | N | 2.6 | Aotizhongxin |
Last rows
| df_index | No | year | month | day | hour | PM2.5 | PM10 | SO2 | NO2 | CO | O3 | TEMP | PRES | DEWP | RAIN | wd | WSPM | station | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 420758 | 35054 | 35055 | 2017 | 2 | 28 | 14 | 3.0 | 6.0 | 7.0 | 5.000000 | 900.0 | 82.0 | 14.6 | 1013.3 | -15.6 | 0.0 | N | 3.6 | Wanshouxigong |
| 420759 | 35055 | 35056 | 2017 | 2 | 28 | 15 | 11.0 | 21.0 | 2.0 | 5.000000 | 200.0 | 45.0 | 15.4 | 1013.0 | -15.0 | 0.0 | NNW | 3.3 | Wanshouxigong |
| 420760 | 35056 | 35057 | 2017 | 2 | 28 | 16 | 6.0 | 20.0 | 3.0 | 50.638586 | 200.0 | 80.0 | 14.9 | 1012.6 | -15.4 | 0.0 | NW | 2.1 | Wanshouxigong |
| 420761 | 35057 | 35058 | 2017 | 2 | 28 | 17 | 11.0 | 23.0 | 3.0 | 12.000000 | 300.0 | 87.0 | 14.2 | 1012.5 | -14.9 | 0.0 | NW | 3.1 | Wanshouxigong |
| 420762 | 35058 | 35059 | 2017 | 2 | 28 | 18 | 11.0 | 30.0 | 2.0 | 16.000000 | 300.0 | 82.0 | 13.4 | 1013.0 | -15.5 | 0.0 | WNW | 1.4 | Wanshouxigong |
| 420763 | 35059 | 35060 | 2017 | 2 | 28 | 19 | 11.0 | 32.0 | 3.0 | 24.000000 | 400.0 | 72.0 | 12.5 | 1013.5 | -16.2 | 0.0 | NW | 2.4 | Wanshouxigong |
| 420764 | 35060 | 35061 | 2017 | 2 | 28 | 20 | 13.0 | 32.0 | 3.0 | 41.000000 | 500.0 | 50.0 | 11.6 | 1013.6 | -15.1 | 0.0 | WNW | 0.9 | Wanshouxigong |
| 420765 | 35061 | 35062 | 2017 | 2 | 28 | 21 | 14.0 | 28.0 | 4.0 | 38.000000 | 500.0 | 54.0 | 10.8 | 1014.2 | -13.3 | 0.0 | NW | 1.1 | Wanshouxigong |
| 420766 | 35062 | 35063 | 2017 | 2 | 28 | 22 | 12.0 | 23.0 | 4.0 | 30.000000 | 400.0 | 59.0 | 10.5 | 1014.4 | -12.9 | 0.0 | NNW | 1.2 | Wanshouxigong |
| 420767 | 35063 | 35064 | 2017 | 2 | 28 | 23 | 13.0 | 19.0 | 4.0 | 38.000000 | 600.0 | 49.0 | 8.6 | 1014.1 | -15.9 | 0.0 | NNE | 1.3 | Wanshouxigong |